{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from time import time\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import svm\n",
    "\n",
    "from grakel import datasets\n",
    "from grakel import GraphKernel\n",
    "\n",
    "from matplotlib import pylab as pl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loads the Mutag dataset from:\n",
    "# https://ls11-www.cs.tu-dortmund.de/staff/morris/graphkerneldatasets\n",
    "# the biggest collection of benchmark datasets for graph_kernels.\n",
    "mutag = datasets.fetch_dataset(\"MUTAG\", verbose=False)\n",
    "G, y = mutag.data, mutag.target\n",
    "\n",
    "# Train-test split of graph data\n",
    "G_train, G_test, y_train, y_test = train_test_split(G, y, test_size=0.1, random_state=42)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = time()\n",
    "# Initialise a weifeiler kernel, with a dirac base_kernel.\n",
    "gk = GraphKernel(kernel=[{\"name\": \"weisfeiler_lehman\", \"niter\": 5},\n",
    "                         {\"name\": \"subtree_wl\"}], normalize=True)\n",
    "\n",
    "# Calculate the kernel matrix.\n",
    "K_train = gk.fit_transform(G_train)\n",
    "K_test = gk.transform(G_test)\n",
    "end = time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 84.21 % | Took: 0.12 s\n"
     ]
    }
   ],
   "source": [
    "# Initialise an SVM and fit.\n",
    "clf = svm.SVC(kernel='precomputed', C=1)\n",
    "clf.fit(K_train, y_train)\n",
    "\n",
    "# Predict and test.\n",
    "y_pred = clf.predict(K_test)\n",
    "\n",
    "# Calculate accuracy of classification.\n",
    "acc = accuracy_score(y_test, y_pred)\n",
    "\n",
    "print(\"Accuracy:\", str(round(acc*100, 2)), \"% | Took:\",\n",
    "      str(round(end - start, 2)), \"s\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = pl.figure()\n",
    "pl.subplot(121)\n",
    "pl.imshow(K_train)\n",
    "pl.subplot(122)\n",
    "pl.imshow(K_test)\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(169, 169)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "K_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{(2186, 2187),\n",
       "  (2187, 2186),\n",
       "  (2187, 2188),\n",
       "  (2187, 2195),\n",
       "  (2188, 2187),\n",
       "  (2188, 2189),\n",
       "  (2188, 2193),\n",
       "  (2189, 2188),\n",
       "  (2189, 2190),\n",
       "  (2190, 2189),\n",
       "  (2190, 2191),\n",
       "  (2191, 2190),\n",
       "  (2191, 2192),\n",
       "  (2191, 2196),\n",
       "  (2192, 2191),\n",
       "  (2192, 2193),\n",
       "  (2193, 2188),\n",
       "  (2193, 2192),\n",
       "  (2193, 2194),\n",
       "  (2194, 2193),\n",
       "  (2194, 2195),\n",
       "  (2195, 2187),\n",
       "  (2195, 2194),\n",
       "  (2196, 2191),\n",
       "  (2196, 2197),\n",
       "  (2196, 2198),\n",
       "  (2197, 2196),\n",
       "  (2198, 2196)},\n",
       " {2186: 0,\n",
       "  2187: 1,\n",
       "  2188: 0,\n",
       "  2189: 0,\n",
       "  2190: 0,\n",
       "  2191: 0,\n",
       "  2192: 0,\n",
       "  2193: 0,\n",
       "  2194: 0,\n",
       "  2195: 1,\n",
       "  2196: 1,\n",
       "  2197: 2,\n",
       "  2198: 2},\n",
       " {(2186, 2187): 1,\n",
       "  (2187, 2186): 1,\n",
       "  (2187, 2188): 2,\n",
       "  (2187, 2195): 1,\n",
       "  (2188, 2187): 2,\n",
       "  (2188, 2189): 1,\n",
       "  (2188, 2193): 1,\n",
       "  (2189, 2188): 1,\n",
       "  (2189, 2190): 2,\n",
       "  (2190, 2189): 2,\n",
       "  (2190, 2191): 1,\n",
       "  (2191, 2190): 1,\n",
       "  (2191, 2192): 2,\n",
       "  (2191, 2196): 1,\n",
       "  (2192, 2191): 2,\n",
       "  (2192, 2193): 1,\n",
       "  (2193, 2188): 1,\n",
       "  (2193, 2192): 1,\n",
       "  (2193, 2194): 1,\n",
       "  (2194, 2193): 1,\n",
       "  (2194, 2195): 2,\n",
       "  (2195, 2187): 1,\n",
       "  (2195, 2194): 2,\n",
       "  (2196, 2191): 1,\n",
       "  (2196, 2197): 2,\n",
       "  (2196, 2198): 1,\n",
       "  (2197, 2196): 2,\n",
       "  (2198, 2196): 1}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_train[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "188"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(G)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_py2",
   "language": "python",
   "name": "conda_py2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
